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Introduction to Machine Learning [Adaptive Computation and Machine Learning]
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eBay-Artikelnr.:156607709504
Artikelmerkmale
- Artikelzustand
- ISBN
- 9780262012430
Über dieses Produkt
Product Identifiers
Publisher
MIT Press
ISBN-10
026201243X
ISBN-13
9780262012430
eBay Product ID (ePID)
27038265898
Product Key Features
Number of Pages
584 Pages
Language
English
Publication Name
Introduction to Machine Learning
Subject
Machine Theory, Computer Engineering
Publication Year
2009
Features
New Edition
Type
Textbook
Subject Area
Computers
Series
Adaptive Computation and Machine Learning Ser.
Format
Hardcover
Dimensions
Item Height
1.2 in
Item Weight
42.3 Oz
Item Length
9.1 in
Item Width
7.9 in
Additional Product Features
Edition Number
2
Intended Audience
Trade
LCCN
2009-013169
Dewey Edition
23
Reviews
"This volume offers a very accessible introduction to the field of machine learning. Ethem Alpaydin gives a comprehensive exposition of the kinds of modeling and prediction problems addressed by machine learning, as well as an overview of the most common families of paradigms, algorithms, and techniques in the field. The volume will be particularly useful to the newcomer eager to quickly get a grasp of the elements that compose this relatively new and rapidly evolving field." -Joaquin Quinonero-Candela, coeditor, Data-Set Shift in Machine Learning, "A few years ago, I used the first edition of this book as a reference book for aproject I was working on. The clarity of the writing, as well as the excellent structure and scope,impressed me. I am more than pleased to find that this second edition continues to be highlyinformative and comprehensive, as well as easy to read and follow." Radu State ComputingReviews, "A few years ago, I used the first edition of this book as a reference book for a project I was working on. The clarity of the writing, as well as the excellent structure and scope, impressed me. I am more than pleased to find that this second edition continues to be highly informative and comprehensive, as well as easy to read and follow." Radu State Computing Reviews
Illustrated
Yes
Dewey Decimal
006.3/1
Edition Description
New Edition
Synopsis
A new edition of an introductory text in machine learning that gives a unified treatment of machine learning problems and solutions., The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. The second edition of Introduction to Machine Learning is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. In order to present a unified treatment of machine learning problems and solutions, it discusses many methods from different fields, including statistics, pattern recognition, neural networks, artificial intelligence, signal processing, control, and data mining. All learning algorithms are explained so that the student can easily move from the equations in the book to a computer program. The text covers such topics as supervised learning, Bayesian decision theory, parametric methods, multivariate methods, multilayer perceptrons, local models, hidden Markov models, assessing and comparing classification algorithms, and reinforcement learning. New to the second edition are chapters on kernel machines, graphical models, and Bayesian estimation; expanded coverage of statistical tests in a chapter on design and analysis of machine learning experiments; case studies available on the Web (with downloadable results for instructors); and many additional exercises. All chapters have been revised and updated. Introduction to Machine Learning can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods.
LC Classification Number
Q325.5.A46 2010
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The Book Forest
99,8% positive Bewertungen•7.274 Artikel verkauft
Angemeldet als privater VerkäuferDaher finden verbraucherschützende Vorschriften, die sich aus dem EU-Verbraucherrecht ergeben, keine Anwendung. Der eBay-Käuferschutz gilt dennoch für die meisten Käufe. Mehr erfahrenMehr erfahren
Verkäuferbewertungen (2.879)
- 2***o (192)- Bewertung vom Käufer.Letzte 6 MonateBestätigter KaufAs described in perfect condition no damage to whole lot handled with care very good price package with bubble wrap appearance fantastic very brand new quality fantastic fantastic definently recommend ships rite away no waiting AAA+++ definently coming back thank you sellerSpace 1999: Megaset [DVD] (Nr. 156355852615)
- n***h (862)- Bewertung vom Käufer.Letztes JahrBestätigter KaufGreat eBay seller. Perfect transaction. Fast shipping. Expert packing job/materials. Very reasonable shipping charges. Excellent customer service and communications. Item description was/is right on. Very pleased all the way around. Five stars for sure. THANK YOU!!Strauss: Operas (Nr. 156607876078)
- m***m (124)- Bewertung vom Käufer.Letzte 6 MonateBestätigter KaufShipping was fast. The game was very well packaged and wrapped with a hard cardboard to protect it during shipment. Game is as described. Manual, disc and insert are flawless. Not a single scratch on the disc. It looks brand new. Very happy with my purchase. Thank you!!!!Castlevania: Symphony of the Night - PlayStation (Nr. 156607889095)